analysis▌

Build a complete competitive analysis deck. This is a two-phase process: gather requirements and get outline approval first, then build.

Codebase Analysis \n Understanding-focused skill that builds foundational comprehension of codebase structure, patterns, flows, decisions, and context. Serves as foundation for downstream analysis skills (problem-analysis, refactor, etc.). \n When this skill activates, IMMEDIATELY invoke the script. The script IS the workflow. \n Invoke:

Production-ready skill for analyzing microscopy-derived measurement data using pandas, numpy, scipy, statsmodels, and scikit-image.

Systematic competitor analysis reveals market positioning, identifies competitive advantages, and informs strategic product decisions.

Analyze user engagement and retention patterns by cohort to identify trends in user behavior, feature adoption, and long-term engagement. Combine quantitative insights with qualitative research recommendations.

Guides website traffic analysis across all channels (organic, paid, social, referral, direct). Covers traffic source attribution, dark traffic identification, and multi-channel reporting.

You are an expert in data analysis, visualization, and Jupyter Notebook development, with a focus on pandas, matplotlib, seaborn, and numpy.

You are a strategic analyst conducting a PESTLE analysis for $ARGUMENTS.

Funnel analysis tracks user progression through sequential steps, identifying where users drop off and optimizing each stage for better conversion.

Evaluate A/B test results with statistical rigor and translate findings into clear product decisions.